Energy Economics 34 (2012) 125–131 Contents lists available at ScienceDirect Energy Economics j o u r n a l h o m e p a g e : w w w. e l s ev i e r. c o m / l o c a t e / e n e c o Does OPEC still exist as a cartel? An empirical investigation☆ Vincent Brémond a, Emmanuel Hache b, Valérie Mignon c,⁎ a b c EconomiX-CNRS, University of Paris Ouest, and IFP Énergies Nouvelles, 1 et 4 avenue de Bois Préau, 92852 Rueil Malmaison, France IFP Énergies Nouvelles, 1 et 4 avenue de Bois Préau, 92852 Rueil Malmaison, France EconomiX-CNRS, University of Paris Ouest, and CEPII, Paris, France a r t i c l e i n f o Article history: Received 29 November 2010 Received in revised form 18 March 2011 Accepted 19 March 2011 Available online 30 March 2011 JEL classification: C22 C23 L11 Q40 a b s t r a c t The aim of this paper is to determine if OPEC acts as a cartel by testing whether the production decisions of the different countries are coordinated and if they have an influence on oil prices. Relying on cointegration and causality tests in both time series and panel settings, our findings show that the OPEC influence has evolved through time, following the changes in the oil pricing system. While the influence of OPEC is found to be important just after the counter-oil shock, our results show that OPEC is a price taker on the majority of the considered sub-periods. Finally, by dividing OPEC between savers and spenders, we show that it acts as a cartel mainly with a subgroup of its members. © 2011 Elsevier B.V. All rights reserved. Keywords: Oil prices Oil production OPEC Cartel Cointegration Causality 1. Introduction Since the creation of the Organization of the Petroleum Exporting Countries1 (OPEC) at the beginning of the 1960s, many authors have focused on its role in the oil market and, notably, its capability to influence oil prices in both the short and long run (see Dahl and Yücel (1989) among others). At the same time, the oil pricing system witnessed major transformations in the last 50 years, which can be summarized by a shift from an administered pricing system to a market related price since the middle of the 1980s. The posted price period, with the different pricing systems in the physical market Gulf price (Single Basis System), was implemented by the International Oil Companies (IOC) at the beginning of the 20th century. According to ☆ We would like to thank two anonymous referees for helpful comments and suggestions. ⁎ Corresponding author at: EconomiX-CNRS, University of Paris Ouest, 200 avenue de la République, 92001 Nanterre Cedex, France. Tel.: + 33 1 40 97 58 60; fax + 33 1 40 97 77 84. E-mail addresses: [email protected] (V. Brémond), [email protected] (E. Hache), [email protected] (V. Mignon). 1 OPEC was formed by five countries (Iran, Iraq, Kuwait, Saudi Arabia, and Venezuela) in September 1960 in Baghdad. 0140-9883/$ – see front matter © 2011 Elsevier B.V. All rights reserved. doi:10.1016/j.eneco.2011.03.010 Yergin (1991) and Fattouh (2006), the aim of this pricing regime was to lower the tax paid by the IOC to the host countries, leading to a very low and stable official price whatever the market conditions. The entry into the market of new large scale players, such as the Soviet Union at the end of the 1950s, triggered a major change with a huge surplus of production. In reaction, the so-called seven sisters cartel decided to cut by 10% the posted prices in the market to safeguard their market share. This factor can be considered as the key element which triggered the creation of the OPEC in 1960. Nevertheless, it took 13 years for the Organization to claim its “market power” in the oil sector. Since 1973, the oil market as well as the oil pricing regime has thus experienced a period of continuous change. Within this context, our aim is to investigate the dynamics of the production behavior of countries belonging to the OPEC, as well as non-member countries that are considered as major key players in the oil market. More specifically, our aim is to determine if OPEC acts as a cartel by testing whether the production decisions of the different countries are coordinated and if they have an influence on oil prices. A related question has been previously investigated by Dahl and Yücel (1989) who test numerous theories about the OPEC behavior. They show that OPEC is not a cartel, and that some countries behave in a non-competitive way or with a target revenue goal. Considering various sub-periods, Loderer (1985) shows that while the announcements of OPEC decisions do not affect prices in the 1974–1980 period, 126 V. Brémond et al. / Energy Economics 34 (2012) 125–131 140 120 100 80 60 40 20 1973 1974 1975 1976 1977 1978 1979 1980 1981 1982 1983 1984 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 0 Fig. 1. Oil price (US dollars per barrel, monthly frequency). the alternative hypothesis that OPEC could act as a cartel is not rejected during the beginning of the 1980s. Using cointegration and Granger causality tests, Gülen (1996) obtains similar findings: OPEC production Granger-causes oil prices during the 1982–1993 period, whereas none causality is found for the previous periods investigated. Testing different models (namely cartel models, competitive models, target revenue models and property rights models), Griffin (1985) puts forward that the partial market sharing is the best fitted model for the OPEC countries, while non-OPEC countries are better represented by the competitive model. Other studies consider that OPEC is a divided cartel. Hnyilicza and Pindyck (1976) split OPEC in two groups, namely “saver” and “spender” countries, the spender countries being composed of members with an immediate need for cash and rate of discount lower than the savers, and focuses on the bargaining power between these two groups. Following the same typology, Aperjis (1982) concludes that a conflict can exist between OPEC members regarding their production decisions. There also exists a set of studies concerned with target behavior models, such as Teece (1982) and Adelman (1982) who modeled OPEC behavior according to a target revenue model. Alhajji and Huettner (2000) conclude as well that OPEC does not act as a cartel, and that the target revenue model is not rejected for Algeria, Libya and Nigeria. Finally, one can mention the works by Johany (1980) focusing on the impact of the uncertainty about property rights, and MacAvoy (1982) showing that political events and market fundamentals (a growing demand and speculation) have played a key role in explaining the price dynamics during the 1970s, more than the OPEC behavior itself. This brief survey of the literature shows that no consensus exists regarding the OPEC production behavior. Our aim is to contribute to this literature by testing if OPEC acts as a cartel. To this end, we rely on time series and panel (i) cointegration techniques to investigate the existence of a long-term relationship between the production of each member and that of the OPEC, and (ii) Granger causality tests to apprehend the influence of OPEC production decisions on oil prices. The rest of the paper is organized as follows. In Section 2, we briefly describe the major changes observed in the oil pricing regime since the first oil shock, which also define the sub-periods of our empirical study. Section 3 describes the data, and Section 4 provides the results of cointegration and causality tests. Finally, Section 5 concludes the article. 2. Main changes in the oil pricing regime In 1973, the oil market experienced a new way of pricing with the introduction of the Government Selling Price (GSP) or Official Selling Price (OSP). This price can be considered as the historical counter-part of the Posted price implemented by the IOC few decades earlier except that the prices were now determined by OPEC, with the Arabian Light (34°, API) as the crude marker. OPEC was at that time the dominant player in the market (with more than 50% of the market share). Nevertheless, if this period was marked by the two world oil shocks (1973–1974 and 1979–1980), with a sharp increase of the prices on the market2—from 3.65 to 11.65 US dollars per barrel between October and December 1973 in nominal terms, and from around 14.00 US dollars in 1978 to 40.85 in November 1980—it also had a significant positive impact on the level of production from countries outside the Organization. Thus, during the 1973–1982 period, the non-OPEC countries’ production registered an increase about 44.5%, with Mexico (+2.5 millions barrel per day), the United Kingdom (+2.0 millions) and Norway (+0.5 million) representing around 45% of this increase. It helps to develop the spot markets and can explain the emergence of a dual system in terms of pricing with the coexistence of an OPEC reference price (administered price) and a market price. This leads to the second sub-period of our study. The 1982–1986 period is characterized by an important decline of oil prices, given rise to the oil counter-shock in 1986 with oil prices at less than 10 US dollars per barrel. It has also conducted to the implementation of the quotas policy by the Organization in March 1982. From 1982 to 1986, the oil pricing system has experienced a transition period with the administered OPEC price which lasts until 1985, a growing influence of the price in the spot markets and the introduction of the netback pricing system in 1986. This latter has been abandoned a few months after due to the implementation of a new market share policy from Saudi Arabia. The year 1986 can be considered as a milestone in the oil markets with the introduction and the widespread of a new system: the market related regime. It represents the first construction phase of a complex structure on the market with the introduction of a pricing system based on three reference prices: West Texas 2 See Fig. 1 which displays the evolution of monthly oil prices from January 1973 to July 2009 (source: Datastream). V. Brémond et al. / Energy Economics 34 (2012) 125–131 127 0,6 0,4 2009 2007 2005 2003 2001 1999 1997 1995 1993 1991 1989 1987 1985 1983 1981 1979 1977 1975 1973 0,2 Source: authors’ calculations from Datastream database. Fig. 2. OPEC market share in world oil production. Intermediate (WTI) for North America, Brent for Europe and South American countries, and Oman–Dubai for crude oil sent to the East Asia, by the national Mexican company PEMEX. It also represents a sort of “golden youth” on the oil market including the import of the classical tools of modern finance (swap, options) created by the financial revolution, the so-called “financial big bang” of the early 1980s. During 1986–1993, we observed a sharp increase of the liquidity (in terms of financial contracts such as Light Sweet Crude Oil) in the financial market, especially on the New York Mercantile Exchange (NYMEX) and on the International Petroleum Exchange3 (IPE). This was followed by a gradual financialization on the market during 1993– 2001. For example, the number of futures contracts in the NYMEX increased by more than 40% during this period and at the same time the oil-pricing regime experienced some controversy: squeeze, decrease of the liquidity due to a marked decrease of the Brent and WTI production which have introduced some doubts regarding the efficiency of the price formation on the market. The choice of 1993 as a break point may also be justified by the fact that, at that date, the OPEC market shares started to stabilize around 40% after the high instability observed during the 1980s with the consequences of the 2nd world oil shock and the 1986 counter shock (Fig. 2). After the introduction at the end of December 2000 of the law modernizing raw materials markets—the Commodity Futures Modernization Act4 (CFMA)—two major changes have been registered. From January 2001 to January 2009, we observed a sharp rise in transaction volumes in the financial markets, and a context of high volatility on the oil market. Between January and July 2008, oil prices increased to almost 147 US dollars per barrel and collapsed a few weeks later to under 35 US dollars per barrel. This context has left many analysts and researchers puzzled by the underlying explanations for determination of prices and the influence of the noncommercial players in the market. The interaction between a physical price based on geographical reference prices and a financial one based on futures contracts with the underlying assumption of a growing speculation factor seems to have changed drastically the market conditions. 3 The IPE became the InterContinental Exchange (ICE) in 2001. For more information, see the CFTC website at http://www.cftc.gov/lawandregulation/ index.htm. 4 This brief description of the main changes in the oil pricing system leads us to consider five sub-periods in our empirical analysis: January 1973 to February 1982, March 1982 to April 1986, May 1986 to February 1993, March 1993 to December 2000, and the period starting in January 2001. 3. Data and unit root tests We consider a sample of 15 countries including (i) 11 countries belonging to the OPEC (Algeria, Indonesia, Iran, Iraq, Kuwait, Libya, Nigeria, Qatar, Saudi Arabia, the United Arab Emirates, and Venezuela), and (ii) 4 other non-OPEC countries (namely Mexico, Norway, the United Kingdom, and Russia). These four countries have been chosen because their productions account for around 25% of the whole production (source: BP, 2010 statistics)—a high percentage that can be illustrated by the fact that, as an example, the Russian production is larger than the Saudi one. They are thus key actors of the current market and historically major producers.5 Production and price series are extracted from Datastream. We use monthly data from January 1973 to July 2009. Note that for some countries, production data are not available on the whole period. More specifically, we consider Indonesian production until May 2008, given that Indonesia leaves OPEC after that date. For Mexico, Norway and UK, the analysis begins in 1982—due to the establishment of a larger oil production policy than previously—while the Russian analysis starts after its creation in 1991. Furthermore, we exclude Ecuador and Gabon from the analysis because of their coming and going into the Organization, as well as Angola because it is a “too recent” member of the OPEC. Recall that our aim is to test for a cooperative behavior between OPEC members by investigating the link between the production of one member country and the global production of the other OPEC members. For each country i, we define the production of the other member countries—which we call “rest of the cartel production”—as the difference between the total OPEC production and the individual production of country i.6 5 US and Chinese cases are not studied because these countries are oil importers. Canada is also excluded from our analysis given that the Canadian production is mostly led by the US market. Finally, we do not consider the former U.S.S.R countries— such as Kazakhstan and Azerbaijan—due to data availability problems. 6 Note that in the appendix, the rest of cartel prod is denoted as “country2”. 128 V. Brémond et al. / Energy Economics 34 (2012) 125–131 Table 1 Individual and rest of the cartel productions integrated of order 1. 1973.01–1982.02 1982.03–1986.04 1986.05–1993.02 1993.03–2000.12 2001.01–2009.07 Algeria, Indonesia, Iran, Kuwait, Libya, Nigeria, Qatar, Saudi Arabia, Venezuela. Algeria, Indonesia, Iraq, Kuwait, Qatar, Venezuela, Mexico, U.K. Algeria, Indonesia, Libya, Nigeria, Qatar, U.K. Algeria, Indonesia, Iraq, Libya, Nigeria, Qatar, Saudi Arabia, U.A.E., Mexico, Norway, U.K., Russia Indonesia, Iran, Iraq, Kuwait, Libya, Nigeria, Qatar, Saudi Arabia, U.A.E., Venezuela, Mexico, Norway, U.K., Russia The crude oil price is the UK Brent in US dollars. It is expressed in real terms using the US CPI (extracted from Datastream) as the deflator. Finally, note that production and price series are expressed in logarithmic terms. The first step is to determine the integration order of our series. Given that our sample period is characterized by various oil pricing regimes (see Section 2), we consider a test robust to structural breaks. We rely on the Zivot and Andrews (1992) test. Under the null hypothesis, there is a unit root without any exogenous structural break, whereas the alternative hypothesis is the stationarity with a break date determined endogenously. The conclusions of the test are reported in Table A1 in Appendix A and show that the majority of the considered series are I(1). Table 1 summarizes the results and lists the countries for which both the individual production and the rest of the cartel production are I(1).7 4. Cointegration and Granger causality tests 4.1. Time series analysis In order to test for the existence of a long-run relationship between the production of exporting countries and that of the OPEC, we rely on the Engle and Granger (1987) test based on the null hypothesis of no cointegration. Results displayed in Table 28 show that, for the first three periods, none of the large producing countries is cointegrated with the rest of the Organization production. This result indicates that the individual shares of production are not constant over time. Countries for which cointegration is obtained do not account for more than 30% of the OPEC production. Contrary to the first three periods, the 1993.03– 2000.12 sample is characterized by the presence of massive producers (particularly Saudi Arabia) accounting for nearly 50% of the OPEC market share. Moreover, the absence of cointegration is also rejected for two countries belonging to our non-OPEC group, leading to the question of a possible larger agreement between producer countries. This sub-period could also be considered as some kind of “Golden Age” in terms of coordination within the Organization. Finally, in the last period (2001.01–2009.07), cointegration is observed for countries representing about 65 to 70% of the OPEC production, but without any non-OPEC producers. As for the previous period, Saudi Arabia belongs to these cointegrated countries. It is worth noting that during the first three periods characterized by the absence of cointegration for the major oil producers, the OPEC market share in world oil production was highly volatile and unstable (see Fig. 2). On the contrary, this market share is quite stable since 1993. These findings may lead us to the conclusion that OPEC also fits its production policy according to the non-OPEC supply and demand. To investigate the direction of the link between production and price series, we implement the Granger causality test. Due to the presence of a unit root in the data, this test is applied to series in first differences. 7 The countries that are not reported in this table correspond to the case where the order of integration is not 1 for both production series. In addition, for some countries, the number of dummies was very important on some sub-periods, such as Venezuela on the 1982–1986 sub-period. 8 See Table A2 in Appendix A for the detailed results. The first main conclusion that emerges from Table 39 is that, except for Libya, we cannot reject the null hypothesis of no causality for each OPEC member during the first controversial 1973.01–1982.02 sub-period (including two oil shocks). As a consequence, there is no evidence that production policies are linked to price movements, a result which is relevant with the fact that the price was fixed during this period. The second sub-period is mainly characterized by the rejection of the null hypothesis of no causality from price to production for the OPEC as a whole, illustrating the fact that OPEC is price taker. Whereas the links between price and production are relatively weak in this period, the null of no causality from production to price is rejected for major producers in the third period, with a feedback effect observed for Saudi Arabia. The sub-period following the counter shock is thus the only one for which the OPEC production policy seems to have had an effect on price. It reflects the abandonment of the “netback” pricing system from Saudi Arabia and other OPEC countries which experienced the former system. For the fourth period, the main finding is the existence of a relation running from price to production for the OPEC. The last period is probably one of the most interesting, because several producers display a link from price to production in a context of increasing prices. Once again, OPEC is price taker. The characteristics of these countries are interesting as well. Actually, if we consider Saudi Arabia, U.A.E., Kuwait, Libya and Iran, we can notice that, according to BP, 2010 Statistical Review, these countries have some of the largest Reserves/Production (R/P) ratios (see also Table 4). These results lead us to test if there is a split between countries inside OPEC itself. We classify the member countries into two subgroups: • “saver” group: Iran, Libya, Kuwait, Qatar, Saudi Arabia, U.A.E. and Venezuela; • “spender” group: Algeria, Indonesia, Iraq and Nigeria. This separation aims at investigating if some countries have more incentive to cheat than others. To explain this behavior, suppose that cheating is induced by the short-run wish to earn money. Various reasons may justify this behavior, depending notably on characteristics of the countries used to classify the members (see Table 4). The first one relies on demographic facts: a country with a large population and/or an increasing growth rate will have to “feed” its population. The difficulty to meet population needs being higher in a large population country, this provokes a requirement in money to import goods in the short term more important than in a small country. Assuming that this requirement in money is met by cheating explains the presence of large population countries in our spender group. Second, the type of crude oil may play an important role. It seems reasonable to think that good quality crude (i.e. with the lightest and lowest sulfur content) will be easily sold (and at a higher price), whatever the price. Thus, the owner has a relative less incentive to let oil in the ground, which involves faster reserves depletion. Finally, the type of political regime matters. A democratic regime supposes regular election dates and so, a short or mid-term 9 Detailed results are reported in Table A3 in Appendix A. Some countries that belong to our sample are not displayed in Table 3. This is due to either data unavailability, or different orders of integration (see details for the concerned countries in Table A3 in Appendix A). V. Brémond et al. / Energy Economics 34 (2012) 125–131 Table 2 Results of the Engle–Granger cointegration test. Sub-periods Cointegrated countries 1973.01–1982.02 1982.03–1986.04 1986.05–1993.02 1993.03–2000.12 2001.01-2009.07 Algeria, Kuwait, Nigeria, Qatar Algeria, Indonesia, Mexico Indonesia, Libya, Nigeria, Qatar Nigeria, Qatar, U.A.E., Saudi Arabia, Mexico, Norway Iran, Nigeria, Qatar, Saudi Arabiaa, U.A.E.a a Rejection of the null hypothesis of no cointegration at the 10% significance level. Otherwise, the significance level is 5%. view. Given that the population opinion obviously plays a crucial role in winning votes and elections, accounting for it may justify the “spending oil” behavior of countries to earn money. Assuming that countries with democratic political regimes have a larger incentive to spend oil revenues to please electors than economies with other political regimes justifies that countries with democratic regimes belong to our spender group. While giving a global decomposition, it should be noticed that these descriptive facts cannot always lead to a clear-cut distinction between the two groups. Iran has a large population, in contrast to the other subgroup members, but the large oil (and gas) reserves and its strict political regime lead us to maintain the country in the saver group. It is obvious that political regimes called “democratic” (especially in Nigeria, where corruption is omnipresent) are not as democratic as in the developed countries, but they are nonetheless more democratic than the dynastic regimes. To sum up, large population countries with small reserves that have to take into account population needs (expressed through elections) have more incentive to earn money and to cheat—and so to belong to our spender group. 129 To give a few figures and illustrate the previous comments, Table 4 reports some descriptive characteristics for our two groups of countries. The spender group is characterized by large population countries (from 28 to 240 million), with a very valuable crude oil (but with small reserves), and a (relatively) flexible political regime. The case of Iraq deserves some comments. Its presence in the spender group is due to three major wars, which involves that political regimes have to rebuild the country. However, given the special environment of Iraq—which is very unstable since at least 2003—it may be relevant to remove this country from the analysis. Doing this reinforces our decomposition according to the descriptive facts. Indeed, regarding the spender group, Iraq has the lowest population and the highest R/P ratio. Keeping Algeria, Nigeria and Indonesia, the spender group is characterized by the following statistics: (i) countries with population from 34 to 240 million, (ii) low R/P and (R/P)/population ratios compared to countries belonging to the saver group, and (iii) a unique type of political regime, namely democracy. The saver group— characterized by a smaller discount rate than the spenders—is composed by small population countries (between 830 000 and 66 million), with large R/P ratios, and relatively heavier crude oil. These countries are less democratic than the other ones; the two exceptions being Iran and Venezuela due to their specific political regimes. Furthermore, despite a low R/P ratio, Qatar is included too because of its high gas reserves, making oil business only as a complement into the Qatari GDP. Let us now investigate the specific properties of these two groups of countries through a panel data analysis. 4.2. Panel data analysis To complement our time series analysis, we now implement panel cointegration tests by searching for a long-term relationship between Table 3 Results of the Granger causality test. 1973.01–1982.02 1982.03–1986.04 1986.05–1993.02 1993.03–2000.12 2001.01–2009.07 Price-Prod Libya S. Arabia UAE, Mexico, OPEC Prod-Price – Venezuela, Mexico, Qatar, OPECa Algeria, Iraqa Libya, Qatar, Algeria, Nigeria, OPECa, S. Arabiaa UAE Iran, Kuwait, Libya, S. Arabia, UAE, UK, Russia, OPEC Venezuelaa a Rejection of the null hypothesis of no causality at the 10% significance level. Otherwise, the significance level is 5%. Price-prod: null of no causality from price to production, prod-price: null of no causality from production to price. Table 4 Descriptive facts. Countries Population (in millions) (CIA Factbook) Pop. growth rate (CIA Factbook) Rate of unemployment (CIA Factbook) R/P (BP stats) (R/P)/pop Current balance (2008 and 2009) (in $ billion) Type of crude (crude quality, sulfur content) (Energy Intelligence Group) Type of political regime (CIA Factbook) Algeria Indonesia Iraq 34.18 240.27 28.95 1.196 1.136 2.506 10.2% 7.7% 15.2% 18.5 11.8 (a) 0.54 0.05 N 3.45* (34.45 and − 4.26) (0.125 and 10.58) (12.2 and − 19.9) Republic Republic Republic (instable) Nigeria Iran 149.23 66.43 2 0.883 5% 11.8% 49.5 89.4 0.33 1.34 (39.36 and 10.01) (23.99 and 2.653) Kuwait Libya 2.69 6.32 3.549 (b) 2.172 2.2% 30% (a) 73.4 N 37.17* 11.61 (64.78 and 32.01) (35.7 and 8.257) Qatar 0.83 0.957 0.5% 54.7 65.90 (14.23 and 4.619) 28.69 1.848 11.7% 74.6 2.60 (133.5 and 26.5) 4.80 3.689 2.4% (a) N 20.83* (22.31 and − 4.04) 26.81 1.508 7.9% (a) N 3.73* (37.39 and 8.561) Light, low sulfur content Light, low sulfur content Medium, low to medium sulfur content Medium, low sulfur content Medium, medium to high sulfur content Medium, high sulfur content Medium, low to medium sulfur content Low to high, medium sulfur content Medium, medium sulfur content Medium, low to medium sulfur content Heavy to oil sands, low to extra high sulfur content Saudi Arabia U.A.E. Venezuela *Assumption based on a R/P ratio equal to 100 years. (a): more than 100 years, (b): reflects a return to pre-Gulf crisis immigration of expatriates. Federal Republic Islamic Republic Constitutional Emirate Authoritarian state, de facto Emirate Monarchy Federation of Emirates Federal Republic 130 V. Brémond et al. / Energy Economics 34 (2012) 125–131 Table 5 Panel cointegration tests (p-values). Panel cointegration tests All OPEC 1973.01–1982.02 1982.03–1986.04 1986.05–1993.02 1993.03–2000.12 2001.01–2009.07 Savers 1973.01–1982.02 1982.03–1986.04 1986.05–1993.02 1993.03–2000.12 2001.01–2009.07 Spenders 1973.01–1982.02 1982.03–1986.04 1986.05–1993.02 1993.03–2000.12 2001.01–2009.07 Group-mean panel cointegration tests Panel v Panel rho Panel PP Panel ADF Group-mean rho Group-mean PP Group-mean ADF 0.1086 0.1720 0.2974 0.0275** 0*** [0.0032***] 0*** 0.002*** 0.2554 0.0135** 0*** [0.0002***] 0.0001*** 0*** 0.2700 0.0745* 0*** [0.0156**] 0*** 0*** 0.3439 0.1166 0*** [0.0162**] 0*** 0.0002*** 0*** 0*** 0*** [0.0002***] 0*** 0*** 0*** 0*** 0*** [0.0024***] 0*** 0*** 0*** 0*** 0*** [0.0029***] 0.3058 0.1923 0.2400 0.1025 0*** 0*** 0.0105** 0.2045 0*** 0*** 0.0017*** 0*** 0.2464 0.0010*** 0.0002*** 0.0012*** 0*** 0.3342 0.0012*** 0*** 0*** 0.0066*** 0.0008*** 0*** 0.0347** 0*** 0.0002*** 0.0017*** 0*** 0.0958* 0*** 0.0002*** 0.0002*** 0.0001*** 0.0022*** 0*** 0.3919 0.3942 0.1338 0*** [0***] 0*** 0.1489 0.3983 0.3505 0*** [0***] 0.0053*** 0.1329 0.3981 0.3976 0*** [0***] 0.0089*** 0.0046*** 0.3980 0.3915 0*** [0***] 0.0020*** 0.0083*** 0.0051*** 0.0146** 0.0001*** [0.0001***] 0.0043*** 0.0069*** 0.0057*** 0.0933* 0.0007*** [0.0002***] 0.0049*** 0.0003*** 0.0041*** 0.1084 0.0009*** [0***] *** (resp.**, *): rejection of the null hypothesis of no cointegration at the 1% (resp. 5%, 10%) significance level. Between squared brackets: results with excluding Iraq in the considered sample. the production of the various countries and the total OPEC production. We consider the seven tests proposed by Pedroni (1999, 2004).10 These tests are based on the null hypothesis of no cointegration. Among the 7 Pedroni's tests, 4 are based on the within dimension (panel cointegration tests) and 3 on the between dimension (groupmean panel cointegration tests). Group-mean panel cointegration statistics are more general in the sense that they allow for heterogeneous coefficients under the alternative hypothesis: under the alternative hypothesis, there exists a cointegration relationship, and this relationship is not necessarily the same for each country. Results from Pedroni's tests are reported in Table 5. As it is frequently the case, these results are somewhat mixed. They can be summarized as follows. Considering first the group-mean panel cointegration tests, the null hypothesis of no cointegration is always rejected, meaning that a long-term relationship exists between the production series, whatever the panel and the sub-period considered. Turning now to the tests based on the within dimension, the results are less clear-cut. Indeed, if the homogeneity assumption of the cointegrating relationship between countries is retained, our findings show that the null of no cointegration is not rejected in the following cases: (i) the 1986.05–1993.02 subperiod for the three groups of countries, and (ii) the 1982.03–1986.04, 1986.05–1993.02 and 1993.02–2000.12 periods for the group of spenders. To sum up, these findings tend to show that OPEC acts as a cartel especially with the group of savers since there exists a long-term relationship between the production of countries belonging to this group and the total OPEC production. The influence of the OPEC seems to be weakened on the 1986.05–1993.02 sub-period since no cointegrating relationship exists on this sub-period, including the case of the savers’ countries. This result is not surprising and illustrates the decreasing influence of the OPEC following the oil counter-shock. As previously mentioned, given the very unstable environment of Iraq since 2003, we also consider all OPEC and spender groups without including this country in our panels. Indeed, the presence of Iraq may impact our findings given that oil production decisions are expected to not follow the OPEC policy. Results in Table 5 show that excluding Iraq does not change our results, since the null hypothesis of no cointegration is rejected in all cases for the 2001.01–2009.07 sub-period. In order to investigate the direction of the link between production and price series, we now proceed to Granger-type causality tests. Results based on first-differenced series are reported in Table 6. When a causal link exists, it generally runs from price to production. Indeed, a causality running from production to price is observed only in the following cases: (i) on the 1986.05–1993.02 sub-period for the complete panel and the group of savers, (ii) on the 1982.03–1986.04 sub-period for the group of spenders, and (iii) on the whole period for the savers’ countries. These results tend to confirm the findings of the cointegration tests since they put forward a higher influence of the OPEC on the group of savers. They also highlight the growing role of the OPEC during the 1982.03–1986.04 sub-period—with a causality running from production to price in the group of spenders— corresponding to the introduction of quotas and the development of the spot market. As for the cointegration results, our findings in terms of causality are robust to the exclusion of Iraq from our panels. 10 Panel unit root tests have been applied (see Table A4 in Appendix A) and show that all production series are integrated of order 1, whether one considers the complete panel or the two sub-samples. This confirms the findings obtained in the time series framework. *** (resp.**, *): rejection of the null hypothesis of no causality at the 1% (resp. 5%, 10%) significance level. Price-prod: null of no causality from price to production, prod-price: null of no causality from production to price. Between squared brackets: results with excluding Iraq in the considered sample. Table 6 Granger causality tests (p-values). 1973.01– 1982.02 1982.03– 1986.04 1986.05– 1993.02 1993.03– 2000.12 2001.07– 2009.07 All OPEC Price-Prod 0.1869 0.0040*** 0.0083*** 0.0242** Prod-Price 0.5534 0.1149 0.0157** 0.6285 0.0875* [0.0010***] 0.8423 [0.6432] Savers Price-Prod Prod-Price 0.2169 0.2189 0.0006*** 0.1959 0.1157 0.0966* 0.0418** 0.5502 Spenders Price-Prod 0.4736 0.1130 0.0332** 0.0822* Prod-Price 0.9175 0.0409** 0.2196 0.7902 0.0001*** 0.1057 0.1979 [0.2137] 0.6738 [0.5174] V. Brémond et al. / Energy Economics 34 (2012) 125–131 5. Conclusion In this paper, we analyze the evolution of the production behavior of countries belonging to the OPEC, as well as four non-member countries that are considered as key players in the oil market (Mexico, Norway, Russia, and the UK). More specifically, we aim at determining if OPEC acts as a cartel. To this end, we rely on time series and panel cointegration and causality tests to investigate whether production decisions of the different countries are coordinated and if they have an influence on oil prices. Our findings shows that the influence of OPEC has evolved through time, following the changes in the oil pricing system registered on the market. In particular, investigating the OPEC behavior on various subperiods, we find that, while OPEC's influence was strong in the period that just follows the oil counter-shock, it acts as a price taker for the majority of the considered sub-periods since 1973. Finally, by splitting OPEC into two groups, the savers and spenders, we show that OPEC may be viewed as a divided organization in the sense that it acts as a cartel mainly with a subgroup of its members. Appendix A. Supplementary data Supplementary data to this article can be found online at doi:10.1016/j.eneco.2011.03.010. References Adelman, M.A., 1982. OPEC as a cartel. 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